{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "88535ead",
   "metadata": {},
   "source": [
    "# 第三章 用一个简单的界面完成NLP任务 🗞️"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6faa43ba",
   "metadata": {},
   "source": [
    "加载HF API密钥和相关Python库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d2698081-4deb-436a-a821-8ea48bdd6e6a",
   "metadata": {
    "height": 149
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import io\n",
    "from IPython.display import Image, display, HTML\n",
    "from PIL import Image\n",
    "import base64 \n",
    "from dotenv import load_dotenv, find_dotenv\n",
    "_ = load_dotenv(find_dotenv()) # read local .env file\n",
    "hf_api_key = os.environ['HF_API_KEY']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3542980d",
   "metadata": {},
   "source": [
    "## 一、选择使用api在线服务\n",
    "您可以选择在线调用api的方式，所以首先，我们要设置我们的API密钥，然后我们将设置我们的带摘要功能的助手函数。在这里，我们有一个用于推理端点API的端点，它将使用课程上设置的API密钥工作，该API基本上调用一个函数，如下所示。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a106ab02-f248-4c03-9dd8-b1991db7f778",
   "metadata": {
    "height": 319
   },
   "outputs": [],
   "source": [
    "# 导入一些必要的包\n",
    "import requests, json\n",
    "\n",
    "#总结函数\n",
    "def get_completion(inputs, parameters=None,ENDPOINT_URL=os.environ['HF_API_SUMMARY_BASE']): \n",
    "    headers = {\n",
    "      \"Authorization\": f\"Bearer {hf_api_key}\",\n",
    "      \"Content-Type\": \"application/json\"\n",
    "    }\n",
    "    data = { \"inputs\": inputs }\n",
    "    if parameters is not None:\n",
    "        data.update({\"parameters\": parameters})\n",
    "    response = requests.request(\"POST\",\n",
    "                                ENDPOINT_URL, headers=headers,\n",
    "                                data=json.dumps(data)\n",
    "                               )\n",
    "    return json.loads(response.content.decode(\"utf-8\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a97a06f9",
   "metadata": {},
   "source": [
    "## 二、构建一个文本摘要应用程序"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4794502",
   "metadata": {},
   "source": [
    "同学们也可以选择本地部署模型，模型下载地址：https://huggingface.co/sshleifer/distilbart-cnn-12-6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "01892d1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入所需的库\n",
    "from transformers import pipeline\n",
    "\n",
    "# 创建一个文本摘要生成的pipeline，使用预训练模型\"sshleiferdistilbart-cnn-12-6\"\n",
    "get_completion = pipeline(\"summarization\", model=\"sshleiferdistilbart-cnn-12-6\")\n",
    "\n",
    "# 定义一个函数用于生成文本摘要\n",
    "def summarize(input):\n",
    "    # 使用pipeline生成文本摘要\n",
    "    output = get_completion(input)\n",
    "    # 提取摘要文本并返回\n",
    "    return output[0]['summary_text']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c2f0fc58-91d6-48f2-a014-052192586be8",
   "metadata": {
    "height": 251
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'summary_text': ' The tower is 324 metres (1,063 ft) tall, about the same '\n",
      "                  'height as an 81-storey building . It is the tallest '\n",
      "                  'structure in Paris and the second tallest free-standing '\n",
      "                  'structure in France after the Millau Viaduct . It was the '\n",
      "                  'first structure in the world to reach a height of 300 '\n",
      "                  'metres .'}]\n"
     ]
    }
   ],
   "source": [
    "# pprint包可以更好的展示json格式的内容\n",
    "import pprint\n",
    "\n",
    "text_en = '''The tower is 324 metres (1,063 ft) tall, about the same height\n",
    "        as an 81-storey building, and the tallest structure in Paris. \n",
    "        Its base is square, measuring 125 metres (410 ft) on each side. \n",
    "        During its construction, the Eiffel Tower surpassed the Washington \n",
    "        Monument to become the tallest man-made structure in the world,\n",
    "        a title it held for 41 years until the Chrysler Building\n",
    "        in New York City was finished in 1930. It was the first structure \n",
    "        to reach a height of 300 metres. Due to the addition of a broadcasting \n",
    "        aerial at the top of the tower in 1957, it is now taller than the \n",
    "        Chrysler Building by 5.2 metres (17 ft). Excluding transmitters, the \n",
    "        Eiffel Tower is the second tallest free-standing structure in France \n",
    "        after the Millau Viaduct.'''\n",
    "\n",
    "pprint.pprint(get_completion(text_en))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b07e1268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'summary_text': ' 这座塔 高324米（1,063英尺）   \\xa0\\xa0- \\xa0‘�predered’ \\xa0- 是巴 '\n",
      "                  '��最 \\xa0augmented\\xa0a\\xa0gave’s \\xa0agility\\xa0-\\xa0“I’m '\n",
      "                  \"not sure what happened to me.”   ‘’�s”: “”. “\\xa0” . ‘'”’ \"\n",
      "                  '‘�\\u2009’’: \\u2009\\xa0\\u2009 \\u2009'}]\n"
     ]
    }
   ],
   "source": [
    "# pprint包可以更好的展示json格式的内容\n",
    "import pprint\n",
    "\n",
    "# 这个模型对中文的支持并没有英文好，所以大家知道这个函数的作用是总结就好。\n",
    "text_zh = '''这座塔高324米（1,063英尺），与一座81层楼高的建筑物大致相同高度，\n",
    "            是巴黎最高的建筑物。其底座呈正方形，每边长125米（410英尺）。\n",
    "            在建造过程中，埃菲尔铁塔超越了华盛顿纪念碑，成为世界上最高的人造结构，\n",
    "            这个称号保持了41年，直到纽约市的克莱斯勒大厦于1930年完工。\n",
    "            它是第一个达到300米高度的建筑物。由于在塔顶增加了一个广播天线，\n",
    "            它比克莱斯勒大厦高出5.2米（17英尺）。不包括发射器在内，\n",
    "            埃菲尔铁塔是法国第二高的独立结构，仅次于米洛高架桥。'''\n",
    "\n",
    "pprint.pprint(get_completion(text_zh))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f144593f",
   "metadata": {},
   "source": [
    "### 2.1 开始学习 Gradio `gr.Interface` \n",
    "\n",
    "#### 2.1.1 如何让grido在本地运行?\n",
    "如果你想在本地运行代码，代码将非常类似。只需在launch方法中删除所有参数即可。\n",
    "\n",
    "```py\n",
    "demo.launch()\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3eb11460",
   "metadata": {
    "height": 149
   },
   "outputs": [],
   "source": [
    "# 导入所需的库\n",
    "import gradio as gr\n",
    "\n",
    "# 定义生成文本摘要的函数\n",
    "def summarize(input):\n",
    "    output = get_completion(input)  # 使用之前定义的文本摘要生成函数\n",
    "    return output[0]['summary_text']\n",
    "\n",
    "# 关闭所有之前的Gradio界面（如果有的话）\n",
    "gr.close_all()\n",
    "\n",
    "# 创建Gradio界面\n",
    "demo = gr.Interface(fn=summarize, inputs=\"text\", outputs=\"text\")\n",
    "\n",
    "# 启动界面\n",
    "demo.launch()"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "2d43328a",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b310770",
   "metadata": {},
   "source": [
    "也可以添加' demo.launch(share=True) '来创建一个公共链接，以便与朋友分享。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "301da772",
   "metadata": {},
   "source": [
    "- fn=summarize: 这是要应用于用户输入的函数，即生成文本摘要的函数。\n",
    "- inputs=[gr.Textbox(label=\"Text to summarize\", lines=6)]: 这定义了用户输入的部分。gr.Textbox 创建一个文本框，label 参数用于显示文本框前面的标签，lines 参数定义文本框的行数。\n",
    "- outputs=[gr.Textbox(label=\"Result\", lines=3)]: 这定义了输出部分。与输入类似，这里使用文本框来显示摘要的结果。\n",
    "- title=\"Text summarization with distilbart-cnn\": 这是界面的标题，将显示在界面的顶部。\n",
    "- description=\"Summarize any text using the shleifer/distilbart-cnn-12-6 model under the hood!\": 这是界面的描述，提供有关界面功能的更多信息。\n",
    "- demo.launch(share=True): 启动 Gradio 界面，并通过共享模式使其他用户能够访问该界面。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "60684b55-c7ae-4c9e-88ea-bbc2e702ecdb",
   "metadata": {
    "height": 268
   },
   "outputs": [],
   "source": [
    "# 导入所需的库\n",
    "import gradio as gr\n",
    "\n",
    "# 定义生成文本摘要的函数\n",
    "def summarize(input):\n",
    "    output = get_completion(input)  # 使用之前定义的文本摘要生成函数\n",
    "    return output[0]['summary_text']\n",
    "\n",
    "# 关闭所有之前的Gradio界面（如果有的话）\n",
    "gr.close_all()\n",
    "\n",
    "# 创建Gradio界面\n",
    "demo = gr.Interface(\n",
    "    fn=summarize,  # 指定要用于处理输入的函数\n",
    "    inputs=[gr.Textbox(label=\"Text to summarize\", lines=6)],  # 输入部分的设置\n",
    "    outputs=[gr.Textbox(label=\"Result\", lines=3)],  # 输出部分的设置\n",
    "    title=\"Text summarization with distilbart-cnn\",  # 界面标题\n",
    "    description=\"Summarize any text using the `shleifer/distilbart-cnn-12-6` model under the hood!\"  # 界面描述\n",
    ")\n",
    "\n",
    "# 启动共享模式的界面，允许其他用户访问\n",
    "demo.launch(share=True)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "908cdc39",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b300d17",
   "metadata": {},
   "source": [
    "## 三、构建一个命名实体识别应用程序"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0d1043f",
   "metadata": {},
   "source": [
    "使用这个[推理端点](https://huggingface.co/inference-endpoints)用于`dslim/bert-base-NER`，这是一个在命名实体识别任务上进行了微调的拥有108M参数的BART模型。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f663dcbb",
   "metadata": {},
   "source": [
    "### 3.1 如何让它在本地运行?\n",
    "\n",
    "这里笔者继续选择在本地加载模型，模型下载地址：https://huggingface.co/dslim/bert-base-NER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cd4e1381",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of the model checkpoint at dslimbert-base-NER were not used when initializing BertForTokenClassification: ['bert.pooler.dense.weight', 'bert.pooler.dense.bias']\n",
      "- This IS expected if you are initializing BertForTokenClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
      "- This IS NOT expected if you are initializing BertForTokenClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
     ]
    }
   ],
   "source": [
    "# 导入所需的库\n",
    "from transformers import pipeline\n",
    "\n",
    "# 创建一个命名实体识别（NER）的pipeline，使用预训练模型\"dslimbert-base-NER\"\n",
    "get_completion = pipeline(\"ner\", model=\"dslimbert-base-NER\")\n",
    "\n",
    "# 定义一个函数用于进行命名实体识别\n",
    "def ner(input):\n",
    "    # 使用pipeline进行命名实体识别\n",
    "    output = get_completion(input)\n",
    "    # 返回一个字典，包含原始输入文本和识别到的命名实体\n",
    "    return {\"text\": input, \"entities\": output}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0db4a922-b300-4dbc-8768-955b6a18dce4",
   "metadata": {
    "height": 64
   },
   "source": [
    "如果你想使用在线api，那请使用以下代码\n",
    "```python\n",
    "    API_URL = os.environ['HF_API_NER_BASE'] #NER endpoint\n",
    "    text = \"My name is Andrew, I'm building DeepLearningAI and I live in California\"\n",
    "    get_completion(text, parameters=None, ENDPOINT_URL= API_URL)\n",
    "    def ner(input):\n",
    "        output = get_completion(input, parameters=None, ENDPOINT_URL=API_URL)\n",
    "        return {\"text\": input, \"entities\": output}\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02ff3705",
   "metadata": {},
   "source": [
    "这里相对上面的gr.Interface有几个参数不同，稍微解释一下：\n",
    "\n",
    "- allow_flagging=\"never\": 这将禁止用户标记内容，不允许标记不良或不恰当的内容。\n",
    "- examples=[\"My name is Andrew and I live in California\", \"My name is Poli and work at HuggingFace\"]: 这里提供了两个示例输入，用于展示界面功能。用户可以在文本框中直接加载这些示例文本，以查看命名实体识别的效果。\n",
    "- gr.HighlightedText 是 Gradio 中的一个部件（widget），用于在文本中高亮显示特定文本片段。在这个场景中，它被用来显示带有标记实体的文本。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e87e36a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入所需的库\n",
    "import gradio as gr\n",
    "\n",
    "# 定义命名实体识别（NER）函数，与之前定义的ner函数相同\n",
    "def ner(input):\n",
    "    output = get_completion(input)\n",
    "    return {\"text\": input, \"entities\": output}\n",
    "\n",
    "# 关闭所有之前的Gradio界面（如果有的话）\n",
    "gr.close_all()\n",
    "\n",
    "# 创建Gradio界面\n",
    "demo = gr.Interface(\n",
    "    fn=ner,  # 指定用于处理输入的函数\n",
    "    inputs=[gr.Textbox(label=\"Text to find entities\", lines=2)],  # 输入部分的设置\n",
    "    outputs=[gr.HighlightedText(label=\"Text with entities\")],  # 输出部分的设置\n",
    "    title=\"NER with dslim/bert-base-NER\",  # 界面标题\n",
    "    description=\"Find entities using the `dslim/bert-base-NER` model under the hood!\",  # 界面描述\n",
    "    allow_flagging=\"never\",  # 设置不允许标记内容\n",
    "    examples=[  # 提供易于使用的示例输入，用于展示界面功能\n",
    "        \"My name is Andrew and I live in California\",\n",
    "        \"My name is Poli and work at HuggingFace\"\n",
    "    ]\n",
    ")\n",
    "\n",
    "# 启动共享模式的界面，允许其他用户访问\n",
    "demo.launch(share=True)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "e7b57f9f",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60f16ad4",
   "metadata": {},
   "source": [
    "### 3.2 添加一个辅助函数来合并tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4dc278e9-87b4-420b-89e9-7120dc4be754",
   "metadata": {
    "height": 540
   },
   "outputs": [],
   "source": [
    "# 定义一个函数，用于将相同实体的多个分词合并为一个实体\n",
    "def merge_tokens(tokens):\n",
    "    merged_tokens = []\n",
    "    for token in tokens:\n",
    "        if merged_tokens and token['entity'].startswith('I-') and merged_tokens[-1]['entity'].endswith(token['entity'][2:]):\n",
    "            # 如果当前分词延续了上一个实体，将它们合并\n",
    "            last_token = merged_tokens[-1]\n",
    "            last_token['word'] += token['word'].replace('##', '')\n",
    "            last_token['end'] = token['end']\n",
    "            last_token['score'] = (last_token['score'] + token['score']) / 2\n",
    "        else:\n",
    "            # 否则，将分词添加到合并后的实体列表中\n",
    "            merged_tokens.append(token)\n",
    "\n",
    "    return merged_tokens\n",
    "\n",
    "# NER函数，与之前类似，但在输出前使用merge_tokens函数合并实体分词\n",
    "def ner(input):\n",
    "    output = get_completion(input)\n",
    "    return {\"text\": input, \"entities\": output}\n",
    "\n",
    "# 关闭之前的Gradio界面（如果有的话）\n",
    "gr.close_all()\n",
    "\n",
    "# 创建Gradio界面，与之前类似，但在NER函数中使用了合并后的实体分词\n",
    "demo = gr.Interface(\n",
    "    fn=ner,\n",
    "    inputs=[gr.Textbox(label=\"Text to find entities\", lines=2)],\n",
    "    outputs=[gr.HighlightedText(label=\"Text with entities\")],\n",
    "    title=\"NER with dslim/bert-base-NER\",\n",
    "    description=\"Find entities using the `dslim/bert-base-NER` model under the hood!\",\n",
    "    allow_flagging=\"never\",\n",
    "    examples=[\n",
    "        \"My name is Andrew, I'm building DeeplearningAI and I live in California\",\n",
    "        \"My name is Poli, I live in Vienna and work at HuggingFace\"\n",
    "    ]\n",
    ")\n",
    "\n",
    "# 启动共享模式的界面，允许其他用户访问\n",
    "demo.launch(share=True)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "0de21487",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3cccdb9b-0c3a-406e-95bc-106705aeb010",
   "metadata": {
    "height": 30
   },
   "outputs": [],
   "source": [
    "gr.close_all()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "gpt",
   "language": "python",
   "name": "gpt"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.17"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
